{"id":27085,"date":"2025-08-15T15:02:37","date_gmt":"2025-08-15T06:02:37","guid":{"rendered":"https:\/\/www.technopro.com\/rd\/?page_id=27085"},"modified":"2025-08-25T15:09:52","modified_gmt":"2025-08-25T06:09:52","slug":"materials-informatics","status":"publish","type":"page","link":"https:\/\/www.technopro.com\/rd\/contract\/lineup\/materials-informatics\/","title":{"rendered":"\u30de\u30c6\u30ea\u30a2\u30eb\u30ba\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9"},"content":{"rendered":"<div class=\"container-fluid page_kv_min page_kv_mt80 content_fade\" style=\"background-image:url(https:\/\/technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_kv.jpg)\">\r\n\t<h1 class=\"text-center\"><strong>\u30de\u30c6\u30ea\u30a2\u30eb\u30ba\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9<\/strong><\/h1>\r\n<\/div>\r\n<div class=\"container\">\r\n\t<div class=\"main_cont content_fade\">\r\n\t\t<h2 class=\"bg_ttl mt-4\"><strong>\u30b5\u30fc\u30d3\u30b9\u6982\u8981<\/strong><\/h2>\r\n\t\t<p class=\"mt-4\">\u6a5f\u68b0\u5b66\u7fd2\u30fb\u753b\u50cf\u89e3\u6790\u30fb\u7d71\u8a08\u51e6\u7406\u30fb\u5b9f\u9a13\u74b0\u5883\u306e\u81ea\u52d5\u5316\u30fb\u30c7\u30fc\u30bf\u4e00\u5143\u5316\u306b\u3088\u308b\u6750\u6599\u958b\u767a\u306e\u52b9\u7387\u5316\u3092\u3054\u63d0\u6848\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\r\n\t<\/div>\r\n\t\r\n\t<div class=\"main_cont content_fade\">\r\n\t\t<h2 class=\"bg_ttl\"><strong>\u30b5\u30fc\u30d3\u30b9\u30e1\u30cb\u30e5\u30fc<\/strong><\/h2>\r\n\t\t<div class=\"informatics_service row flex-wrap mt-5\">\r\n\t\t\t<div class=\"col-6\"><div class=\"informatics_service_inner\">\r\n\t\t\t\t<p>\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u914d\u5408\u304a\u3088\u3073<br>\u30d7\u30ed\u30bb\u30b9\u6761\u4ef6\u306e\u6700\u9069\u5316<\/p>\r\n\t\t\t<\/div><\/div>\r\n\t\t\t<div class=\"col-6\"><div class=\"informatics_service_inner\">\r\n\t\t\t\t<p>\u6570\u7406\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u3088\u308b<br>\u4e88\u6e2c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/p>\r\n\t\t\t<\/div><\/div>\r\n\t\t\t<div class=\"col-6\"><div class=\"informatics_service_inner\">\r\n\t\t\t\t<p>\u753b\u50cf\u89e3\u6790\uff0f<br>\u81ea\u52d5\u5316\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210<\/p>\r\n\t\t\t<\/div><\/div>\r\n\t\t\t<div class=\"col-6\"><div class=\"informatics_service_inner\">\r\n\t\t\t\t<p>\u30d7\u30ed\u30bb\u30b9\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9<br>\u652f\u63f4\u30b5\u30fc\u30d3\u30b9<\/p>\r\n\t\t\t<\/div><\/div>\r\n\t\t\t<p class=\"informatics_service_center text_bl\">\u30b5\u30fc\u30d3\u30b9<br>\u5185\u5bb9<\/p>\r\n\t\t<\/div>\r\n\t\t\r\n\t\t<div class=\"row align-items-center mt-5\">\r\n\t\t\t<div class=\"col-lg-2\">\r\n\t\t\t\t<h3 class=\"page_subttl text_bl\"><strong>\u89e3\u6790\u30c4\u30fc\u30eb<\/strong><\/h3>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"col-lg-5 mt-lg-0 mt-3\">\r\n\t\t\t\t<p class=\"font_l\"><strong>\u25cf\u6a5f\u68b0\u30fb\u6df1\u5c64\u5b66\u7fd2<br>\r\n\t\t\t\t\t\u56de\u5e30\u5206\u6790\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0 <span class=\"text_bl\">scikit-learn<\/span><br>\r\n\t\t\t\t\t\u6df1\u5c64\u5b66\u7fd2 <span class=\"text_bl\">PyTorch\u30fbTensorFlow<\/span><br>\r\n\t\t\t\t\t\u5909\u6570\u91cd\u8981\u5ea6 <span class=\"text_bl\">PD\u30fbSHAP<\/span><br>\r\n\t\t\t\t\t\u5909\u6570\u9078\u629e\u30fb\u6b21\u5143\u524a\u6e1b <span class=\"text_bl\">Boruta<\/span><\/strong><\/p>\r\n\t\t\t\t<p class=\"font_l mt-2\"><strong>\u25cf\u753b\u50cf\u89e3\u6790<br>\r\n\t\t\t\t\t<span class=\"text_bl\">OpenCV\u30fbImageJ\u30fbHomcloud<\/span><\/strong><\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"col-lg-5 mt-lg-0 mt-3\">\r\n\t\t\t\t<p class=\"font_l\"><strong>\u25cf\u30de\u30c6\u30ea\u30a2\u30eb\u30ba\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u95a2\u9023<br>\r\n\t\t\t\t\t<span class=\"text_bl\">DCEKit\u30fbRDKit<\/span><\/strong><\/p>\r\n\t\t\t\t<p class=\"font_l mt-2\"><strong>\u25cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u4f5c\u6210\u30fb\u53ef\u8996\u5316<br>\r\n\t\t\t\t\t<span class=\"text_bl\">Pandas\u30fbNumPy\u30fbMatplotlib\u30fbSeaborn<\/span><\/strong><\/p>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"main_cont content_fade\">\r\n\t\t<h2 class=\"bg_ttl mt-4\"><strong>\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u914d\u5408\u304a\u3088\u3073\u30d7\u30ed\u30bb\u30b9\u6761\u4ef6\u306e\u6700\u9069\u5316<\/strong><\/h2>\r\n\t\t<h3 class=\"page_subttl text_bl mt-4\">\uff5e \u6750\u6599\u958b\u767a\u306b\u300e\u6a5f\u68b0\u5b66\u7fd2\u300f\u3068\u3044\u3046\u65b0\u305f\u306a\u9078\u629e\u80a2\u3092 \uff5e<\/h3>\r\n\t\t<p class=\"font_l mt-3\"><strong>\u25a0\u6750\u6599\u958b\u767a\u306b\u304a\u3051\u308b\u914d\u5408\u3068\u30d7\u30ed\u30bb\u30b9\u6761\u4ef6\u306e\u63a2\u7d22<\/strong><\/p>\r\n\t\t<p class=\"mt-2\">\u30fb\u76ee\u6a19\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059\u6750\u6599\u306e\u914d\u5408\u6bd4\u7387\u3084\u88fd\u9020\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u3088\u308a\u63a8\u5b9a<br>\r\n\t\t\t\u30fb\u88fd\u9020\u6642\u306e\u54c1\u8cea\u4e0d\u826f\u306e\u539f\u56e0\u3068\u306a\u3063\u3066\u3044\u308b\u5de5\u7a0b\u3092\u7d71\u8a08\u89e3\u6790\u306b\u3088\u308a\u7279\u5b9a<\/p>\r\n\r\n\t\t<h3 class=\"page_subttl text_bl mt-4\"><strong>\u3010\u89e3\u6790\u30d5\u30ed\u30fc\u3011<\/strong><\/h3>\r\n\t\t<div class=\"informatics_flow d-lg-flex mt-3\">\r\n\t\t\t<div class=\"mt-lg-0 mt-4\">\r\n\t\t\t\t<h4 class=\"font_l text_bl text-center\"><strong>\u30c7\u30fc\u30bf\u4f5c\u6210<\/strong><\/h4>\r\n\t\t\t\t<p class=\"mt-4\">\u30fb\u8907\u6570csv\u30d5\u30a1\u30a4\u30eb\u306e\u7d50\u5408<br>\r\n\t\t\t\t\t\u30fb\u7570\u5e38\u5024\u306e\u78ba\u8a8d<br>\r\n\t\t\t\t\t\u30fb\u5e73\u5747\u5024\u3001\u5206\u6563\u306e\u53d6\u5f97\u7b49<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"mt-lg-0 mt-4\">\r\n\t\t\t\t<h4 class=\"font_l text_bl text-center\"><strong>\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/strong><\/h4>\r\n\t\t\t\t<p class=\"mt-4\">\u30fb\u76f8\u95a2\u95a2\u4fc2\u306e\u78ba\u8a8d<br>\r\n\t\t\t\t\t\u30fb\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u7bb1\u3072\u3052\u56f3<br>\r\n\t\t\t\t\t\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08PCA\u3001<br>\r\n          \u3000t-SNE\u3001UMAP\uff09<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"mt-lg-0 mt-4\">\r\n\t\t\t\t<h4 class=\"font_l text_bl text-center\"><strong>\u56de\u5e30\u5206\u6790<br>\r\n\t\t\t\t\t\u7dda\u5f62\/\u975e\u7dda\u5f62<br>\r\n\t\t\t\t\t\u30e2\u30c7\u30eb<\/strong><\/h4>\r\n\t\t\t\t<p class=\"text-center mt-4\"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img001.svg\" alt=\"\u5b9f\u9a13\u3000\u7d4c\u904e\u8003\u5bdf\" decoding=\"async\" loading=\"lazy\"><\/p>\r\n\t\t\t\t<p class=\"mt-4\">\u30fb\u5916\u308c\u30b5\u30f3\u30d7\u30eb\u306e\u691c\u8a0e<br>\r\n\t\t\t\t\t\u30fb\u5b9f\u9a13\u8a08\u753b\u6cd5<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"mt-lg-0 mt-4\">\r\n\t\t\t\t<h4 class=\"font_l text_w text-center\"><strong>\u9006\u89e3\u6790\u306b\u3088\u308b<br>\r\n\t\t\t\t\t\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u63a8\u5b9a<\/strong><\/h4>\r\n\t\t\t\t<p class=\"text-center text_w mt-4\"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img002.svg\" alt=\"\u5b9f\u9a13\u3000\u7d4c\u904e\u8003\u5bdf\" decoding=\"async\" loading=\"lazy\"><\/p>\r\n\t\t\t\t<div class=\"mt-3 d-flex align-items-center justify-content-center\">\r\n\t\t\t\t\t<div class=\"mr-3\">\r\n\t\t\t\t\t\t<p class=\"text_w\">\u30fb\u914d\u5408\u90e8\u6570<br>\r\n\t\t\t\t\t\t\t\u30fb\u53cd\u5fdc\u6e29\u5ea6\u3068\u5727\u529b<br>\r\n\t\t\t\t\t\t\t\u30fb\u4e2d\u9593\u7269\u6027<\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t\t<div class=\"ml-3\">\r\n\t\t\t\t\t\t<p class=\"text_w\">\u30fb\u878d\u70b9<br>\r\n\t\t\t\t\t\t\t\u30fb\u5f3e\u6027\u7387<br>\r\n\t\t\t\t\t\t\t\u30fb\u71b1\u4f1d\u5c0e\u7387 etc..<\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<p class=\"mt-3 text_w\">\u25cf\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u7528\u3044\u305f\u4eee\u60f3\u5b9f\u9a13<br>\r\n\t\t\t\t\t\u25cf\u30d9\u30a4\u30ba\u63a8\u5b9a<\/p>\r\n\t\t\t\t<p class=\"text-center mt-4\"><\/p><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img003.webp\" alt=\"\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"main_cont content_fade\">\r\n\t\t<h2 class=\"bg_ttl mt-4\"><strong>\u6570\u7406\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u3088\u308b\u4e88\u6e2c\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong><\/h2>\r\n\t\t<h3 class=\"page_subttl text_bl mt-4\">\u6750\u6599\u306e\u7d4c\u5e74\u5909\u5316\u3092\u4e88\u6e2c\u3059\u308b\u6570\u7406\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316<\/h3>\r\n\t\t<p class=\"font_l mt-3\"><strong>\u00a0\u25a0\u4f8b\u3000\u4e8c\u6b21\u96fb\u6c60\u306e\u52a3\u5316\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9<\/strong><\/p>\r\n\t\t<div class=\"text-center\">\r\n\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img004.svg\" alt=\"\u25a0\u4f8b\u3000\u4e8c\u6b21\u96fb\u6c60\u306e\u52a3\u5316\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\" width=\"100%\" decoding=\"async\" loading=\"lazy\">\r\n\t\t<\/div>\r\n\t\t<ul class=\"text_list\">\r\n\t\t\t<li class=\"mt-3\">\u25cf\u5b9f\u9a13\u7d50\u679c\u304b\u3089\u52a3\u5316\u3078\u306e\u5f71\u97ff\u304c\u793a\u5506\u3055\u308c\u308b\u69d8\u3005\u306a\u8981\u56e0\u3092\u8003\u616e\u306b\u5165\u308c\u3066\u3001\u53cd\u5fdc\u901f\u5ea6\u8ad6\u7b49\u306b\u57fa\u3065\u304d\u96fb\u6c60\u52a3\u5316\u306e\u6570\u5024\u30e2\u30c7\u30eb\u3092\u7acb\u3066\u3001\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u88c5\u3002<\/li>\r\n\t\t\t<li class=\"mt-3\">\u25cf\u90e8\u6750\u306e\u5316\u5b66\u5206\u6790\u30c7\u30fc\u30bf\u3084\u5bff\u547d\u304b\u3089\u306a\u308b\u8a66\u9a13\u30c7\u30fc\u30bf\u30922\u7fa4\u306b\u5206\u3051\u3001\u4e00\u65b9\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u53cd\u5fdc\u901f\u5ea6\u4fc2\u6570\u7b49\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u6bce\u306b\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3001\u305d\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u7528\u3044\u305f\u4ed6\u65b9\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u306e\u30c7\u30fc\u30bf\u3068\u306e\u6574\u5408\u6027\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u4e88\u6e2c\u5bff\u547d\u306e\u78ba\u7387\u5206\u5e03\u304c\u7b97\u51fa\u53ef\u80fd\u3067\u3059\u3002<\/li>\r\n\t\t<\/ul>\r\n\t<\/div>\r\n\t\r\n\t<div class=\"main_cont content_fade\">\r\n\t\t<h2 class=\"bg_ttl\"><strong>\u753b\u50cf\u89e3\u6790\/\u81ea\u52d5\u5316\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210<\/strong><\/h2>\r\n\t\t<h3 class=\"font_l mt-3\"><strong>\u25a0\u89e3\u6790\u306e\u30d5\u30ed\u30fc<\/strong><\/h3>\r\n\t\t<div class=\"spatial_list spatial_list--pipeline d-lg-flex align-items-stretch justify-content-between mt-3\">\r\n\t\t\t<div class=\"text-center\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img005.webp\" alt=\"\u753b\u50cf\u30fb\u52d5\u753b\u30c7\u30fc\u30bf\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<p class=\"mt-3 font_l text_bl\"><strong>\u753b\u50cf\u30fb\u52d5\u753b\u30c7\u30fc\u30bf<\/strong><\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"text-center\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img006.webp\" alt=\"\u6a5f\u68b0\u8a8d\u8b58\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<p class=\"mt-3 font_l text_bl\"><strong>\u6a5f\u68b0\u8a8d\u8b58<\/strong><\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"text-center\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img007.webp\" alt=\"\u30e2\u30c7\u30ea\u30f3\u30b0\u30fb\u81ea\u52d5\u8a08\u6e2c\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<p class=\"mt-3 font_l text_bl\"><strong>\u30e2\u30c7\u30ea\u30f3\u30b0\u30fb\u81ea\u52d5\u8a08\u6e2c<\/strong><\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"text-center\">\r\n\t\t\t\t<div>\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img008.webp\" alt=\"\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u8ddd\u96e2\u89e3\u6790\u30fb\u7d71\u8a08\u691c\u5b9a\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<p class=\"mt-3 font_l text_bl\"><strong>\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<br>\u8ddd\u96e2\u89e3\u6790\u30fb\u7d71\u8a08\u691c\u5b9a<\/strong><\/p>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t<h3 class=\"font_l mt-5\"><strong>\u203b\u30c8\u30dd\u30ed\u30b8\u30ab\u30eb\u30c7\u30fc\u30bf\u89e3\u6790\uff08\u753b\u50cf\uff09\u306b\u3088\u308b\u96a0\u308c\u305f\u69cb\u9020\u306e\u62bd\u51fa\u3000 <span class=\"text_bl\">NEW\uff01<\/span><\/strong><\/h3>\r\n\t\t<ul class=\"mt-3 text_list\">\r\n\t\t\t<li>\u25cf \u7c92\u5b50\u914d\u7f6e\u3084\u30c9\u30e1\u30a4\u30f3\u5f62\u72b6\u306a\u3069\u3001\u30c7\u30fc\u30bf\u306e\u3064\u306a\u304c\u308a\u3092\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\uff08\u30d1\u30fc\u30b7\u30b9\u30c6\u30f3\u30c8\u30db\u30e2\u30ed\u30b8\u30fc\uff09<\/li>\r\n\t\t\t<li>\u25cf \u4e00\u898b\u7121\u79e9\u5e8f\u306b\u898b\u3048\u308b\u753b\u50cf\u304b\u3089\u3001\u7279\u5fb4\u7684\u306a\u5c40\u6240\u69cb\u9020\u3092\u62bd\u51fa\u53ef\u80fd<\/li>\r\n\t\t\t<li>\u25cf \u5f62\u72b6\u306b\u57fa\u3065\u304f\u305f\u3081\u3001\u30b5\u30a4\u30ba\u3084\u56de\u8ee2\u306b\u5bfe\u3057\u3066\u5f71\u97ff\u3092\u53d7\u3051\u306b\u304f\u3044<\/li>\r\n\t\t\t<li>\u25cf \u4f55\u306b\u7740\u76ee\u3057\u3066\u30d1\u30e9\u30e1\u30fc\u30bf\u5316\u3059\u308c\u3070\u3044\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u753b\u50cf\u8b58\u5225\u306b\u597d\u9069<\/li>\r\n\t\t<\/ul>\r\n\r\n\t\t<h3 class=\"font_l mt-5\"><strong>\u3010\u89e3\u6790\u30d5\u30ed\u30fc\u3011<\/strong><\/h3>\r\n\t\t<div class=\"informatics_flow02 d-lg-flex align-items-stretch justify-content-between mt-2\">\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<h4 class=\"text-center font_l text_bl\"><strong>\u524d\u51e6\u7406<\/strong><\/h4>\r\n\t\t\t\t<p class=\"mt-1\">\u30fb\u30ce\u30a4\u30ba\u9664\u53bb<br>\r\n\t\t\t\t\t\u30fb\u4e8c\u5024\u5316<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<h4 class=\"text-center font_l text_bl\"><strong>\u30d1\u30e9\u30e1\u30fc\u30bf<\/strong><\/h4>\r\n\t\t\t\t<p class=\"text_bl mt-1\">\u30d1\u30fc\u30b7\u30b9\u30c6\u30f3\u30c8\u30db\u30e2\u30ed\u30b8\u30fc<br>\u8a08\u7b97<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<h4 class=\"text-center font_l text_bl\"><strong>\u4e3b\u6210\u5206\u5206\u6790<\/strong><\/h4>\r\n\t\t\t\t<p class=\"mt-1\">\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<br>\r\n\t\t\t\t\t\u30fb\u8a18\u8ff0\u5b50\u63a2\u7d22<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<h4 class=\"text-center font_l text_bl\"><strong>\u9006\u89e3\u6790<\/strong><\/h4>\r\n\t\t\t\t<p class=\"mt-1\">\u753b\u50cf\u9593\u306e\u5dee\u7570\u306b\u5bfe\u5fdc\u3059\u308b\u69cb\u9020\u3092\u5143\u753b\u50cf\u4e0a\u306b\u8868\u793a<\/p>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n\r\n\t<div class=\"main_cont content_fade\">\r\n\t\t<h2 class=\"bg_ttl\"><strong>\u30d7\u30ed\u30bb\u30b9\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u652f\u63f4\u30b5\u30fc\u30d3\u30b9<\/strong><\/h2>\r\n\t\t<h3 class=\"font_l mt-3\"><strong>\u25a0\u7d71\u5408\u578b\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u6280\u8853\u306e\u5c0e\u5165<\/strong><\/h3>\r\n\t\t<p class=\"mt-2\"><strong>\u5b9f\u9a13\u88c5\u7f6e\u3084\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u5f97\u3089\u308c\u308b\u30c7\u30fc\u30bf\u3092\u96c6\u7d04<\/strong><br>\r\n\t\t\t\u5f97\u3089\u308c\u308b\u30c7\u30fc\u30bf\u3092\u3059\u3079\u3066\u96c6\u7d04\/\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3078\u306e\u79fb\u884c\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u3057\u3001\u4ed6\u30c7\u30fc\u30bf\u3068\u306e\u6574\u5408\u6027\u3092\u30a2\u30c3\u30d7\u3002<\/p>\r\n\t\t<ul class=\"text_list mt-3\">\r\n\t\t\t<li>\u25cf \u8a66\u9a13\u4f53\u306e\u76f8\u5909\u5316\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u81ea\u52d5\u8a08\u6e2c<\/li>\r\n\t\t\t<li>\u25cf \u89b3\u5bdf\u6620\u50cf\u4e2d\u306b\u6e2c\u5b9a\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u8868\u793a<\/li>\r\n\t\t\t<li>\u25cf \u30a2\u30ca\u30ed\u30b0\u30c7\u30fc\u30bf\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u30c7\u30fc\u30bf\u3078\u306e\u4ea4\u63db\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u5c0e\u5165\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u53d6\u5f97<\/li>\r\n\t\t\t<li>\u25cf \u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u9055\u3044\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u4e00\u3001\u7d71\u5408<\/li>\r\n\t\t<\/ul>\r\n\t\t<div class=\"text-center mt-3\">\r\n\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img009.svg\" width=\"100%\" decoding=\"async\" loading=\"lazy\">\r\n\t\t<\/div>\r\n\r\n\t\t<h3 class=\"font_l mt-5\"><strong>\u25a0\u751f\u7523\u6280\u8853\u5206\u91ce\u306e\u6b69\u7559\u307e\u308a\u6539\u5584\u652f\u63f4<\/strong><\/h3>\r\n\t\t<ul class=\"informatics_list mt-4\">\r\n\t\t\t<li class=\"text-center text_w\">\u69d8\u3005\u306a\u88fd\u9020\u5de5\u7a0b\u30c7\u30fc\u30bf\u3084\u5b9f\u9a13\u30c7\u30fc\u30bf\uff08\u6e29\u5ea6\u3001\u6e7f\u5ea6\u3001\u96fb\u5727\u3001\u6fc3\u5ea6\u3001\u5206\u91cf\u306a\u3069\uff09\u3092\u96c6\u7d04\u3057\u4e00\u5143\u5316<\/li>\r\n\t\t\t<li class=\"text-center text_w\">\u719f\u7df4\u8005\u306e\u52d8\u3084\u7d4c\u9a13\u306b\u57fa\u3065\u304f\u5b9f\u969b\u306e\u88fd\u9020\u6761\u4ef6\u3084\u54c1\u8cea\u7ba1\u7406\u30c7\u30fc\u30bf\u306a\u3069\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u63a2\u7d22<\/li>\r\n\t\t\t<li class=\"text-center text_w\">\u5de5\u7a0b\u306e\u6700\u9069\u5316\u30fb\u5b89\u5b9a\u5316\u3001\u975e\u719f\u7df4\u8005\u306e\u30a2\u30b7\u30b9\u30c8\u3001\u7121\u4eba\u5316\u81ea\u52d5\u5316\u306b\u3088\u308b\u6b69\u7559\u307e\u308a\u306e\u6539\u5584<\/li>\r\n\t\t<\/ul>\r\n\t\t<div class=\"informatics_flow03 d-lg-flex align-items-stretch justify-content-between mt-3\">\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<div class=\"text-center\">\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img010.webp\" alt=\"\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3001\u4e00\u5143\u5316\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<h4 class=\"mt-3 font_l text_bl\"><strong>\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3001\u4e00\u5143\u5316<\/strong><\/h4>\r\n\t\t\t\t<p class=\"mt-3\">\u30fb\u96fb\u5727<br>\r\n\t\t\t\t\t\u30fb\u6e29\u5ea6\u30fb\u5727\u529b<br>\r\n\t\t\t\t\t\u30fb\u5468\u6ce2\u6570<br>\r\n\t\t\t\t\t\u30fb\u64cd\u4f5c\u6642\u9593<br>\r\n\t\t\t\t\t\u30fb\u74b0\u5883\u8981\u56e0\uff08\u6c17\u6e29\u3001\u6e7f\u5ea6\u306a\u3069\uff09<\/p>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<div class=\"text-center\">\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img011.webp\" alt=\"\uff5e\u5404\u30c7\u30fc\u30bf\u9593\u306e\u76f8\u95a2\u3092\u78ba\u8a8d\uff5e\u76f8\u95a2\u306e\u78ba\u8a8d\uff1a\u76f8\u95a2\u884c\u5217\u3001\u6563\u5e03\u56f3\u884c\u5217\uff08\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\uff09\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<h4 class=\"mt-3 font_l text_bl\"><strong>\uff5e\u5404\u30c7\u30fc\u30bf\u9593\u306e\u76f8\u95a2\u3092\u78ba\u8a8d\uff5e<br>\u76f8\u95a2\u306e\u78ba\u8a8d\uff1a\u76f8\u95a2\u884c\u5217\u3001\u6563\u5e03\u56f3\u884c\u5217\uff08\u30da\u30a2\u30d7\u30ed\u30c3\u30c8\uff09<\/strong><\/h4>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"informatics_inner\">\r\n\t\t\t\t<div class=\"text-center\">\r\n\t\t\t\t\t<img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/materials-informatics_img012.webp\" alt=\"\u88fd\u54c1\u306e\u54c1\u8cea\u306a\u3069\u306b\u95a2\u9023\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3046\" decoding=\"async\" loading=\"lazy\">\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<h4 class=\"mt-3 font_l text_bl\"><strong>\u88fd\u54c1\u306e\u54c1\u8cea\u306a\u3069\u306b\u95a2\u9023\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3046<\/strong><\/h4>\r\n\t\t\t\t<ul class=\"text_list mt-2\">\r\n\t\t\t\t\t<li>\u30fb\u56de\u5e30\u5206\u6790\uff1a\u7dda\u5f62\u30e2\u30c7\u30eb\uff08PLS\u56de\u5e30\u3001\u91cd\u56de\u5e30\u30e2\u30c7\u30eb\uff09<\/li>\r\n\t\t\t\t\t<li>\u30fb\u975e\u7dda\u5f62\u30e2\u30c7\u30eb\uff08\u30ac\u30a6\u30b9\u904e\u7a0b\u56de\u5e30\u30e2\u30c7\u30eb\uff09<\/li>\r\n\t\t\t\t\t<li>\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u30fb\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff1a\u4e3b\u6210\u5206\u5206\u6790\uff08PCA)\u3001<br>t-SNE\u3001UMAP<\/li>\r\n\t\t\t\t\t<li>\u30fb\u5909\u6570\u91cd\u8981\u5ea6\uff1aPD\u3001SHAP\u3001CVPFI<\/li>\r\n\t\t\t\t\t<li>\u30fb\u6df1\u5c64\u5b66\u7fd2\uff08PyTorch\uff09<\/li>\r\n\t\t\t\t<\/ul>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"flex_arrow d-lg-flex align-items-center \"><img src=\"https:\/\/www.technopro.com\/rd\/corporate2021\/wp-content\/themes\/technopro_rd\/images\/ico_arrow_lineup.svg\" width=\"30\" decoding=\"async\" loading=\"lazy\"><\/div>\r\n\t\t\t<div class=\"text-center\">\r\n\t\t\t\t<h4 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